Sepsis prediction on eICU Collaborative Research Database (test)
56C-indexPopRI
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PopRIAnalyte=K, N train (events)=38461 (6288), N test (events)=25642 (4192)2026.05 | 56 | 1.48 | 1.4 | |
| PopRIAnalyte=RDW, N train (events)=28135 (5022), N test (events)=18758 (3349)2026.05 | 55.7 | 1.83 | 1.7 | |
| NORMARIAnalyte=K, N train (events)=38461 (6288), N test (events)=25642 (4192)2026.05 | 55.1 | 1.41 | 1.34 | |
| PopRIAnalyte=CA, N train (events)=32941 (5802), N test (events)=21962 (3868)2026.05 | 54.9 | 1.53 | 1.44 | |
| PopRIAnalyte=CRE, N train (events)=31595 (5314), N test (events)=21064 (3542)2026.05 | 54.7 | 1.28 | 1.21 | |
| PopRIAnalyte=MCHC, N train (events)=29860 (5363), N test (events)=19908 (3575)2026.05 | 54.7 | 1.32 | 1.24 | |
| NORMARIAnalyte=RDW, N train (events)=28135 (5022), N test (events)=18758 (3349)2026.05 | 54.5 | 1.77 | 1.64 | |
| PopRIAnalyte=WBC, N train (events)=30127 (5170), N test (events)=20086 (3447)2026.05 | 54.5 | 1.48 | 1.39 | |
| PopRIAnalyte=ALP, N train (events)=7938 (2020), N test (events)=5292 (1347)2026.05 | 54.4 | 1.17 | 1.07 | |
| NORMARIAnalyte=CA, N train (events)=32941 (5802), N test (events)=21962 (3868)2026.05 | 54.4 | 1.51 | 1.4 | |
| PerRIAnalyte=K, N train (events)=38461 (6288), N test (events)=25642 (4192)2026.05 | 54.1 | 1.32 | 1.25 | |
| NORMARIAnalyte=MCHC, N train (events)=29860 (5363), N test (events)=19908 (3575)2026.05 | 54.1 | 1.31 | 1.23 | |
| PopRIAnalyte=CO2, N train (events)=40521 (6798), N test (events)=27015 (4532)2026.05 | 54 | 1.26 | 1.18 | |
| PopRIAnalyte=CL, N train (events)=34176 (5909), N test (events)=22785 (3939)2026.05 | 53.9 | 1.34 | 1.26 | |
| PerRIAnalyte=CA, N train (events)=32941 (5802), N test (events)=21962 (3868)2026.05 | 53.8 | 1.56 | 1.43 | |
| NORMARIAnalyte=CRE, N train (events)=31595 (5314), N test (events)=21064 (3542)2026.05 | 53.7 | 1.21 | 1.15 | |
| NORMARIAnalyte=CL, N train (events)=34176 (5909), N test (events)=22785 (3939)2026.05 | 53.6 | 1.32 | 1.24 | |
| PerRIAnalyte=CRE, N train (events)=31595 (5314), N test (events)=21064 (3542)2026.05 | 53.6 | 1.21 | 1.14 | |
| NORMARIAnalyte=WBC, N train (events)=30127 (5170), N test (events)=20086 (3447)2026.05 | 53.6 | 1.39 | 1.31 | |
| PerRIAnalyte=RDW, N train (events)=28135 (5022), N test (events)=18758 (3349)2026.05 | 53.5 | 1.67 | 1.52 | |
| NORMARIAnalyte=CO2, N train (events)=40521 (6798), N test (events)=27015 (4532)2026.05 | 53.4 | 1.19 | 1.12 | |
| PopRIAnalyte=BUN, N train (events)=33240 (5690), N test (events)=22161 (3793)2026.05 | 53.3 | 1.22 | 1.15 | |
| PopRIAnalyte=MCH, N train (events)=27943 (5010), N test (events)=18630 (3340)2026.05 | 53.3 | 1.2 | 1.14 | |
| NORMARIAnalyte=MCH, N train (events)=27943 (5010), N test (events)=18630 (3340)2026.05 | 53.3 | 1.19 | 1.13 | |
| NORMARIAnalyte=ALP, N train (events)=7938 (2020), N test (events)=5292 (1347)2026.05 | 53.2 | 1.12 | 1.02 | |
| PerRIAnalyte=CO2, N train (events)=40521 (6798), N test (events)=27015 (4532)2026.05 | 53.2 | 1.17 | 1.07 | |
| PopRIAnalyte=PLT, N train (events)=30826 (5403), N test (events)=20552 (3603)2026.05 | 53.2 | 1.16 | 1.1 | |
| PopRIAnalyte=HGB, N train (events)=34876 (5787), N test (events)=23252 (3858)2026.05 | 53.1 | 1.5 | 1.28 | |
| NORMARIAnalyte=TP, N train (events)=8848 (2278), N test (events)=5899 (1518)2026.05 | 53.1 | 1.11 | 1 | |
| NORMARIAnalyte=PLT, N train (events)=30826 (5403), N test (events)=20552 (3603)2026.05 | 53 | 1.07 | 1.01 | |
| NORMARIAnalyte=HGB, N train (events)=34876 (5787), N test (events)=23252 (3858)2026.05 | 52.9 | 1.5 | 1.26 | |
| PerRIAnalyte=MCHC, N train (events)=29860 (5363), N test (events)=19908 (3575)2026.05 | 52.9 | 1.3 | 1.2 | |
| PopRIAnalyte=MCV, N train (events)=29362 (5220), N test (events)=19575 (3480)2026.05 | 52.9 | 1.24 | 1.16 | |
| PopRIAnalyte=TP, N train (events)=8848 (2278), N test (events)=5899 (1518)2026.05 | 52.9 | 1.07 | 0.97 | |
| PerRIAnalyte=CL, N train (events)=34176 (5909), N test (events)=22785 (3939)2026.05 | 52.8 | 1.29 | 1.2 | |
| PopRIAnalyte=HCT, N train (events)=34671 (5744), N test (events)=23114 (3829)2026.05 | 52.8 | 1.5 | 1.26 | |
| PerRIAnalyte=BUN, N train (events)=33240 (5690), N test (events)=22161 (3793)2026.05 | 52.7 | 1.08 | 0.99 | |
| NORMARIAnalyte=BUN, N train (events)=33240 (5690), N test (events)=22161 (3793)2026.05 | 52.7 | 1.16 | 1.09 | |
| PopRIAnalyte=GLU, N train (events)=52429 (7603), N test (events)=34953 (5068)2026.05 | 52.7 | 0.98 | 0.88 | |
| PerRIAnalyte=GLU, N train (events)=52429 (7603), N test (events)=34953 (5068)2026.05 | 52.7 | 0.93 | 0.8 | |
| NORMARIAnalyte=GLU, N train (events)=52429 (7603), N test (events)=34953 (5068)2026.05 | 52.7 | 0.96 | 0.86 | |
| PerRIAnalyte=HCT, N train (events)=34671 (5744), N test (events)=23114 (3829)2026.05 | 52.7 | 1.75 | 1.31 | |
| NORMARIAnalyte=HCT, N train (events)=34671 (5744), N test (events)=23114 (3829)2026.05 | 52.7 | 1.47 | 1.22 | |
| PerRIAnalyte=HGB, N train (events)=34876 (5787), N test (events)=23252 (3858)2026.05 | 52.7 | 1.53 | 1.22 | |
| PerRIAnalyte=TP, N train (events)=8848 (2278), N test (events)=5899 (1518)2026.05 | 52.7 | 1.08 | 0.95 | |
| PerRIAnalyte=PLT, N train (events)=30826 (5403), N test (events)=20552 (3603)2026.05 | 52.6 | 1.03 | 0.95 | |
| PerRIAnalyte=MCH, N train (events)=27943 (5010), N test (events)=18630 (3340)2026.05 | 52.5 | 1.11 | 1.04 | |
| PerRIAnalyte=WBC, N train (events)=30127 (5170), N test (events)=20086 (3447)2026.05 | 52.3 | 1.28 | 1.19 | |
| NORMARIAnalyte=DBIL, N train (events)=682 (186), N test (events)=456 (125)2026.05 | 52.2 | 1.09 | 0.79 | |
| PopRIAnalyte=RBC, N train (events)=30939 (5515), N test (events)=20626 (3677)2026.05 | 52.2 | 1.38 | 1.22 | |
| NORMARIAnalyte=MCV, N train (events)=29362 (5220), N test (events)=19575 (3480)2026.05 | 52 | 1.22 | 1.15 | |
| PopRIAnalyte=MPV, N train (events)=21432 (3423), N test (events)=14289 (2282)2026.05 | 52 | 1.27 | 1.16 | |
| PopRIAnalyte=ALB, N train (events)=11106 (2754), N test (events)=7405 (1836)2026.05 | 51.9 | 2.27 | 1.72 | |
| PopRIAnalyte=NA, N train (events)=36085 (6030), N test (events)=24058 (4020)2026.05 | 51.9 | 1.05 | 1 | |
| PerRIAnalyte=NA, N train (events)=36085 (6030), N test (events)=24058 (4020)2026.05 | 51.9 | 1 | 0.93 | |
| NORMARIAnalyte=NA, N train (events)=36085 (6030), N test (events)=24058 (4020)2026.05 | 51.9 | 0.98 | 0.92 | |
| NORMARIAnalyte=RBC, N train (events)=30939 (5515), N test (events)=20626 (3677)2026.05 | 51.9 | 1.36 | 1.19 | |
| PerRIAnalyte=ALB, N train (events)=11106 (2754), N test (events)=7405 (1836)2026.05 | 51.8 | 2.42 | 1.64 | |
| NORMARIAnalyte=ALB, N train (events)=11106 (2754), N test (events)=7405 (1836)2026.05 | 51.8 | 2.24 | 1.66 | |
| PerRIAnalyte=RBC, N train (events)=30939 (5515), N test (events)=20626 (3677)2026.05 | 51.8 | 1.47 | 1.24 | |
| PerRIAnalyte=AST, N train (events)=7415 (1904), N test (events)=4944 (1270)2026.05 | 51.7 | 0.96 | 0.87 | |
| PopRIAnalyte=TBIL, N train (events)=7437 (1878), N test (events)=4959 (1252)2026.05 | 51.7 | 1.02 | 0.93 | |
| PerRIAnalyte=DBIL, N train (events)=682 (186), N test (events)=456 (125)2026.05 | 51.5 | 1.01 | 0.72 | |
| NORMARIAnalyte=TBIL, N train (events)=7437 (1878), N test (events)=4959 (1252)2026.05 | 51.5 | 1.01 | 0.92 | |
| NORMARIAnalyte=MPV, N train (events)=21432 (3423), N test (events)=14289 (2282)2026.05 | 51.4 | 1.04 | 0.93 | |
| PopRIAnalyte=DBIL, N train (events)=682 (186), N test (events)=456 (125)2026.05 | 51.3 | 0.98 | 0.72 | |
| PerRIAnalyte=MPV, N train (events)=21432 (3423), N test (events)=14289 (2282)2026.05 | 51.3 | 1.05 | 0.98 | |
| NORMARIAnalyte=ALT, N train (events)=7256 (1877), N test (events)=4838 (1252)2026.05 | 51.2 | 0.99 | 0.9 | |
| PerRIAnalyte=TBIL, N train (events)=7437 (1878), N test (events)=4959 (1252)2026.05 | 51.1 | 0.98 | 0.89 | |
| PopRIAnalyte=ALT, N train (events)=7256 (1877), N test (events)=4838 (1252)2026.05 | 51 | 1.01 | 0.92 | |
| PerRIAnalyte=ALT, N train (events)=7256 (1877), N test (events)=4838 (1252)2026.05 | 51 | 1.01 | 0.9 | |
| PerRIAnalyte=MCV, N train (events)=29362 (5220), N test (events)=19575 (3480)2026.05 | 51 | 1.12 | 1.05 | |
| PerRIAnalyte=ALP, N train (events)=7938 (2020), N test (events)=5292 (1347)2026.05 | 50.3 | 0.98 | 0.88 | |
| PopRIAnalyte=AST, N train (events)=7415 (1904), N test (events)=4944 (1270)2026.05 | 50.2 | 1.08 | 0.98 | |
| NORMARIAnalyte=AST, N train (events)=7415 (1904), N test (events)=4944 (1270)2026.05 | 49.5 | 1.08 | 0.98 | |
| PerRIAnalyte=TGL, N train (events)=186 (63), N test (events)=124 (42)2026.05 | 43.9 | 1.28 | 0.63 | |
| PopRIAnalyte=TC, N train (events)=20 (6), N test (events)=14 (5)2026.05 | 42.5 | 0.71 | 0.13 | |
| NORMARIAnalyte=TC, N train (events)=20 (6), N test (events)=14 (5)2026.05 | 42.5 | 0.76 | 0.08 | |
| PopRIAnalyte=TGL, N train (events)=186 (63), N test (events)=124 (42)2026.05 | 40.9 | 0.95 | 0.56 | |
| NORMARIAnalyte=TGL, N train (events)=186 (63), N test (events)=124 (42)2026.05 | 40.5 | 0.89 | 0.53 | |
| PerRIAnalyte=TC, N train (events)=20 (6), N test (events)=14 (5)2026.05 | 37.5 | — | — |